{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## 导入相关的库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "# 导入逻辑回归模型\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "# 导入数据集拆分模型，可以将数据集拆分为训练集和测试机\n",
    "from sklearn.model_selection import train_test_split\n",
    "# 导入模型分类报告，用于评估模型效果\n",
    "from sklearn.metrics import classification_report\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## 决策树可视化"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "hidden": true
   },
   "source": [
    "当决策树拟合后，为了能够观察到决策树节点是如何进行划分的，我们可以对决策树进行可视化，\n",
    "决策树可视化需要graphviz模块的支持，我们使用命令：\n",
    "conda install python-graphviz\n",
    "进行安装(在安装上述模块时，会有一些依赖模块一并进行安装)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "hidden": true
   },
   "source": [
    "可视化方式\n",
    "可通过tree模块的export_graphviz导出.dot文件，然后使用如下的命令转换成需要的文件类型：\n",
    "方法一：\n",
    "1. dot -Tps tree.dot -o tree.ps(PostScript format)\n",
    "2. dot -Tpng tree.dot -o tree.png(PNG format)\n",
    "方法二：可通过graphviz模块的Source类返回Source类型，然后通过render 方法生成pdf文件\n",
    "graph=graphviz.Source(dot_data) graph.render('filename')\n",
    "方法三 也可以直接展示执行graph在jupyter notebook中显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "# 决策树可视化需要的模块\n",
    "import graphviz\n",
    "from sklearn.tree import DecisionTreeClassifier,export_graphviz\n",
    "from sklearn.datasets import load_iris\n",
    "\n",
    "iris=load_iris()\n",
    "# 取数据\n",
    "x,y=iris.data,iris.target\n",
    "# 设置决策树的深度\n",
    "tree=DecisionTreeClassifier(max_depth=None)\n",
    "tree.fit(x,y)\n",
    "# decision_tree 决策树对象\n",
    "# out_file='iris'输出的dot文件名。\n",
    "# feature_names 指定特征的名称。如果没有指定，则默认为X[0],X[1].....\n",
    "# filled 试使用颜色进行填充，默认没有颜色(白底黑字)\n",
    "# rounded 是否使用圆角矩形，默认为False\n",
    "\n",
    "# export_graphviz 方法，当out_file参数不为None时，会在指定的路径下，生成dot文件，放的返回值为None\n",
    "# 当out_file参数为None时，就不会生成dot文件，而是会返回一个str类型的对象，该对象包含决策树的结构信息。\n",
    "\n",
    "dot_data=export_graphviz(tree,out_file='iris',feature_names=iris.feature_names,\n",
    "                        class_names=iris.target_names,filled=True,rounded=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'iris.pdf'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import graphviz\n",
    "from sklearn.tree import DecisionTreeClassifier,export_graphviz\n",
    "from sklearn.datasets import load_iris\n",
    "\n",
    "iris=load_iris()\n",
    "# 取数据\n",
    "x,y=iris.data,iris.target\n",
    "# 设置决策树的深度\n",
    "tree=DecisionTreeClassifier(max_depth=3)\n",
    "tree.fit(x,y)\n",
    "\n",
    "dot_data=export_graphviz(tree,out_file=None,feature_names=iris.feature_names,\n",
    "class_names=iris.target_names,filled=True,rounded=True)\n",
    "# print(type(dot_data))\n",
    "# print(dot_data)\n",
    "# 将str类型的对象(决策树的结构信息)传入到graphviz.Source类中，然后调用该对象的render方法，\n",
    "# 就可以生成pdf文件，进行决策树的可视化\n",
    "graph=graphviz.Source(dot_data)\n",
    "# 调用render方法，可以在参数指定的路径下，生成pdf文件\n",
    "graph.render(\"iris\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
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      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import graphviz\n",
    "from sklearn.tree import DecisionTreeClassifier,export_graphviz\n",
    "from sklearn.datasets import load_iris\n",
    "\n",
    "iris=load_iris()\n",
    "\n",
    "x,y=iris.data,iris.target\n",
    "# 设置决策树的深度\n",
    "tree=DecisionTreeClassifier(max_depth=3)\n",
    "tree.fit(x,y)\n",
    "\n",
    "dot_data=export_graphviz(tree,out_file=None,feature_names=iris.feature_names,\n",
    "class_names=iris.target_names,filled=True,rounded=True)\n",
    "# print(type(dot_data))\n",
    "# print(dot_data)\n",
    "# 将str类型的对象(决策树的结构信息)传入到graphviz.Source类中，然后调用该对象的render方法，\n",
    "# 就可以生成pdf文件，进行决策树的可视化\n",
    "graph=graphviz.Source(dot_data)\n",
    "# 直接对graphviz。Sourece类进行求值，就可以将决策树的可视化效果呈现在jupyter notebok 上\n",
    "graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 多元线性回归"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 波士顿房价预测"
   ]
  },
  {
   "attachments": {
    "Snipaste_2021-11-03_09-51-12.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Snipaste_2021-11-03_09-51-12.png](attachment:Snipaste_2021-11-03_09-51-12.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.17735289e-01  4.40174969e-02 -5.76814314e-03  2.39341594e+00\n",
      " -1.55894211e+01  3.76896770e+00 -7.03517828e-03 -1.43495641e+00\n",
      "  2.40081086e-01 -1.12972810e-02 -9.85546732e-01  8.44443453e-03\n",
      " -4.99116797e-01]\n",
      "36.933255457123686\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_boston\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "boston =load_boston()\n",
    "x,y=boston.data,boston.target\n",
    "# 添加新的一列，将截距添加到聚合函数里\n",
    "x=np.concatenate([np.ones((x.shape[0],1)),x],axis=1)\n",
    "#分割数据，将数据分割为训练数据和测试数据，测试数据权重占比0.25\n",
    "x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.25,random_state=0)\n",
    "# 求出相关系数\n",
    "w=np.linalg.inv(x_train.T.dot(x_train)).dot(x_train.T).dot(y_train)\n",
    "# 输出权重与偏置(截距)\n",
    "print(w[1:])\n",
    "print(w[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2049b730a90>]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 利用可视化效果绘制线性回归，再次只选择RM(平均房间数) 一个特征数\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['font.family']=['sans-serif']\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "x1=x_train[:,6]\n",
    "# 将偏置(截距)补上\n",
    "x1=np.stack([np.ones(x1.shape[0]),x1],axis=1)\n",
    "\n",
    "w2=np.linalg.inv(x1.T.dot(x1)).dot(x1.T).dot(y_train)\n",
    "\n",
    "# 绘制散点图\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.scatter(x1[:,1],y_train,s=15)\n",
    "\n",
    "# 绘制拟合线\n",
    "\n",
    "# 创建等差数列 数量为500个\n",
    "x=np.linspace(x1[:,1].min()-0.5,x1[:,1].max()+0.5,500)\n",
    "x1=np.stack([np.ones(x.shape[0]),x],axis=1)\n",
    "plt.plot(x,np.dot(x1,w2),c='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2049cd9b6d0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 训练好模型后，我们可以对未知数据进行预测\n",
    "# np.dot 相乘且相加\n",
    "y_hat=np.dot(x_test,w)\n",
    "# print(np.mean((y_hat-y_test)**2))\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(y_test,ls='--',c='b',marker='o',label='真实值')\n",
    "plt.plot(y_hat,ls='--',c='y',marker='*',label='预测值')\n",
    "plt.legend()\n",
    "# print(y_hat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sklearn实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.00000000e+00 -1.17735289e-01  4.40174969e-02 -5.76814314e-03\n",
      "  2.39341594e+00 -1.55894211e+01  3.76896770e+00 -7.03517828e-03\n",
      " -1.43495641e+00  2.40081086e-01 -1.12972810e-02 -9.85546732e-01\n",
      "  8.44443453e-03 -4.99116797e-01]\n",
      "36.93325545711929\n",
      "29.78224509230248\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "lr=LinearRegression()\n",
    "lr.fit(x_train,y_train)\n",
    "y_hat=lr.predict(x_test)\n",
    "# 输出权重w\n",
    "print(lr.coef_)\n",
    "# 输出截距b\n",
    "print(lr.intercept_)\n",
    "# 输出平均的平方和误差，预测值和真实值之间的误差距离平方和\n",
    "print(mean_squared_error(y_test,y_hat))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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